conftrace_

geometric complexity

3 papers

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Co-occurring keywords

tropical geometry (6) few-shot setting (5) linear region (14) graph neural network (3962) set system (1) foundation model (735) neural collapse (51) piecewise linear function (13) message passing (579) neural network optimization (1293)

Papers

What do Graph Neural Networks learn? Insights from Tropical Geometry NIPS 2024
The Impact of Geometric Complexity on Neural Collapse in Transfer Learning NIPS 2024
Tight Lower Bounds on the VC-dimension of Geometric Set Systems JMLR 2019